There are a few things to check when you experience this issue.
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Login to the server, and perform these steps.
In these versions of Windows Server, RDP parameters are controlled in Group Policy.
Fix: Printer Doesn’t Show In Windows Remote Desktop Session
Solve a problem where printers don't show in your Microsoft Windows Remote Desktop session.
